Asparagus is a long-lived hardy perennial with fleshy roots and fernlike, feathery foliage. The plant grows about 3 feet tall. The part that is eaten is the tender young stem. The popular houseplant asparagus fern is not a fern at all but a diminutive relative of edible asparagus.